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UPEEC

Fine-Tuning, Instruction Tuning, LoRA, QLoRA and PEFT

Adapt a pretrained model to your task; parameter-efficient methods (LoRA/QLoRA) train small adapter weights.

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QLoRA fine-tunes large models on a single GPU by quantising the frozen base to 4 bits.

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